Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "162"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 162 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 68 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 66 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 162, Node N13:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459884 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.610542 -0.088806 -1.406079 -1.993415 3.289711 1.539715 0.150354 1.063039 0.7059 0.7024 0.3787 nan nan
2459883 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.406246 0.680149 6.919344 11.660749 6.718941 5.741966 2.348102 6.142279 0.6991 0.7078 0.3707 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.694112 1.162393 7.437335 10.907789 8.984932 3.689578 2.186428 4.344230 0.6998 0.7038 0.3683 nan nan
2459881 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.650084 0.442053 4.800046 14.204837 8.640807 1.663383 2.462242 3.482540 0.7377 0.7523 0.3143 nan nan
2459880 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.838177 0.736260 6.546745 10.095632 5.239274 4.079101 2.478847 4.846923 0.6949 0.7055 0.3806 nan nan
2459879 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.735684 0.333199 -1.973054 -1.764427 0.863873 1.215541 0.371976 0.010722 0.6877 0.7018 0.3981 nan nan
2459878 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.951038 1.279670 11.845538 9.739522 5.754673 8.034114 2.351296 4.907622 0.6933 0.7080 0.3897 nan nan
2459876 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.949792 3.276449 10.100662 23.601598 1.147744 22.714448 0.765294 4.542367 0.7122 0.6621 0.3916 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.953036 2.755222 13.593516 35.606622 3.457849 5.109621 0.734398 2.922628 0.7147 0.6859 0.3937 nan nan
2459874 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.271504 3.632368 5.115869 15.525614 0.976582 6.254011 0.794595 2.178074 0.7042 0.6562 0.3834 nan nan
2459873 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.083894 1.125592 9.746225 14.226157 7.246287 20.804459 0.008902 2.313265 0.7124 0.6683 0.3739 nan nan
2459872 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.096900 -0.205160 14.131599 0.606075 4.246631 25.528566 0.842842 2.046209 0.7022 0.6780 0.3898 nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.258996 0.107131 7.585045 2.236958 7.656535 2.376267 0.744889 1.352423 0.7071 0.6879 0.3830 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.276775 1.168166 4.003801 2.814223 20.725043 2.642579 4.917216 4.203104 0.7156 0.7025 0.3743 nan nan
2459869 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.322720 2.456138 5.846182 18.356504 35.048572 19.443452 0.833921 1.406584 0.7113 0.6962 0.3671 nan nan
2459868 digital_ok 100.00% 70.41% 0.00% 0.00% - - 20.310736 0.532503 70.408832 16.041293 10.224511 37.465318 3.362857 3.403474 0.1614 0.6751 0.4960 nan nan
2459867 digital_ok 100.00% 75.51% 0.00% 0.00% - - 14.175932 0.521752 55.310625 4.409336 7.818123 16.659019 2.271600 1.585682 0.1454 0.6936 0.5012 nan nan
2459866 digital_ok 100.00% 100.00% 0.00% 0.00% - - 16.818852 0.719522 52.488143 0.488876 6.558275 8.008219 2.380641 3.635721 0.0855 0.6974 0.5073 nan nan
2459865 digital_ok 100.00% 64.12% 0.00% 0.00% - - 18.089032 1.152707 63.346217 5.609318 18.048312 1.856372 14.043230 1.484156 0.1838 0.7108 0.4865 nan nan
2459864 digital_ok 100.00% 100.00% 0.00% 0.00% - - 22.338962 8.490988 25.466479 18.608449 8.239903 4.107780 2.051184 1.665068 0.0607 0.5906 0.4396 nan nan
2459863 digital_ok 100.00% 95.38% 0.00% 0.00% - - 13.152464 3.574527 8.025175 5.791248 2.830860 4.923319 0.585459 0.608623 0.1224 0.5984 0.4423 nan nan
2459862 digital_ok 100.00% 100.00% 100.00% 0.00% - - 296.211061 296.461885 inf inf 8511.453815 8459.476529 7031.746809 7002.020998 nan nan nan nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.710177 0.388455 7.340160 4.368264 0.464088 5.203464 -0.023769 0.628091 0.4532 0.6388 0.4283 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.212219 0.472984 19.658894 9.441970 10.889287 2.451053 0.155414 -0.197630 0.5701 0.6640 0.4194 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.910086 0.211761 6.605780 3.588115 1.812509 1.444552 -0.639937 -0.134055 0.6170 0.6772 0.4124 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.211198 0.035086 6.260268 3.316419 0.611216 4.546180 0.714775 0.592347 0.6483 0.6799 0.4208 2.349522 2.807265
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - 4.890128 1.229608 1.106938 0.963696 5.304693 6.185375 1.103106 2.045023 0.0356 0.0865 0.0210 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.00% 2.048935 -0.157721 -0.927343 -0.863085 1.559319 0.643155 0.633231 -0.172667 0.7307 0.7176 0.3867 1.886757 1.624621
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 0.00% 1.508547 1.030435 -0.870264 -1.256378 1.367087 1.025052 0.151602 -0.240438 0.7178 0.7343 0.4195 1.823049 1.590879
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% 1.918500 0.504157 -0.733429 -0.035955 1.439599 1.079149 0.881260 0.568895 0.7311 0.7554 0.4286 1.578870 1.422741
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.56% 1.373166 0.008149 -0.764397 0.161772 1.058167 0.536865 0.425720 -0.076700 0.7525 0.7067 0.4126 1.855139 1.571200
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 5.95% 2.066389 0.451312 -0.746002 -0.453817 0.956576 0.155773 -0.355557 -0.476835 0.8354 0.8393 0.2426 3.321353 3.255158
2459851 digital_ok 0.00% 0.00% 0.00% 1.07% 11.76% 14.44% 0.937441 0.412043 -0.690863 0.029992 2.033697 0.222797 0.820625 -0.087035 0.7701 0.7501 0.3350 1.912754 1.647961
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.00% 0.698622 0.386672 -0.694885 -0.017714 0.865597 0.250836 1.043221 0.372590 0.7578 0.7698 0.3451 1.783689 1.499673
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% 1.273516 -0.012815 0.806084 2.430266 0.849377 -0.290368 0.082850 -0.645145 0.7571 0.7621 0.3482 1.688406 1.553044
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 3.02% 1.177739 0.537897 -0.334870 1.197141 1.407299 0.797449 0.051973 -0.514214 0.7330 0.7640 0.3728 1.624813 1.512053
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.00% 1.495224 0.343459 0.244641 0.849959 1.295328 0.391982 2.791191 2.891908 0.7339 0.6995 0.4255 1.555612 1.446871
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.845491 0.927123 -0.232841 3.518342 2.079739 0.190132 2.911626 -0.326927 0.7268 0.7490 0.3893 5.376714 5.693739
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.604650 3.776941 -0.966663 -0.164267 1.109673 2.103996 -0.059204 0.301059 0.1081 0.0364 0.0213 nan nan
2459843 digital_ok 0.00% 1.20% 0.66% 0.00% 15.22% 0.54% 1.955678 0.931465 -0.261083 0.360889 -0.147765 -0.128965 2.987432 0.732197 0.7450 0.7526 0.3959 1.760450 1.572630
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 23.68% 0.640710 -0.134108 -0.423329 -0.290248 0.094481 0.133992 1.617761 0.482633 0.7562 0.6931 0.2527 2.651525 2.704855
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 2.408462 4.717316 -0.513401 -0.364882 6.636497 4.527427 1.123084 1.350793 0.1098 0.0358 0.0290 nan nan
2459839 digital_ok 0.00% - - - - - -0.677461 -0.402753 -1.108498 0.909911 -0.227206 0.203903 -0.463923 0.982590 nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.61% 0.785199 0.681225 -0.673898 -0.890667 -0.165629 -0.695924 0.182574 0.524108 0.7615 0.7264 0.3881 2.335901 2.127915
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0851 0.0400 0.0148 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.116571 0.463498 -0.645780 -0.328588 0.286736 0.551780 -0.610843 -0.339747 0.0870 0.0388 0.0144 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.397089 -0.278465 -0.523746 0.002638 1.028055 -0.590874 -0.119752 0.505526 0.0708 0.0366 0.0183 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.311813 0.197591 -1.009184 -0.991860 1.852178 0.471339 0.068956 -0.523801 0.8161 0.5620 0.5758 1.790362 1.743259
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.629476 -0.342835 -1.206363 0.916105 0.239136 -0.461780 -0.092805 0.718407 0.0290 0.0278 0.0013 nan nan
2459830 digital_ok 0.00% 0.00% 0.00% 0.00% 2.63% 0.00% 0.579241 -0.199482 -0.900357 -1.156521 0.714797 0.326806 3.447405 0.911648 0.8159 0.5742 0.5587 1.785420 1.514799
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.577627 1.619915 -0.440953 -0.820541 2.386211 -0.121737 3.239134 0.842534 0.7668 0.6902 0.4046 7.913262 8.255253
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.829113 0.478211 -0.217435 -0.850969 1.864751 0.745193 0.113284 -0.351968 0.8134 0.5796 0.5457 0.000000 0.000000
2459827 digital_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.961056 0.706622 0.179675 -0.700673 1.083692 -0.362222 0.473461 1.476312 0.7744 0.6919 0.4038 0.000000 0.000000
2459826 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 84.21% 0.349673 0.307854 -0.311391 -0.580375 2.696297 1.274075 1.703142 0.000447 0.8104 0.5926 0.5178 17.746246 35.810179
2459825 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.679762 0.096300 -0.950607 -0.724383 1.338571 0.240417 -0.357816 0.069699 0.8109 0.6086 0.5135 1.577125 1.252830
2459824 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 9.00% 1.419671 0.593834 -0.904872 -0.721116 0.689843 0.053450 1.618093 2.008702 0.7421 0.7506 0.3488 0.000000 0.000000
2459823 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.574622 1.053068 -0.636383 -0.671978 0.803208 -0.279457 0.508544 0.033739 0.7772 0.6575 0.4564 3.078306 3.205754
2459822 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.812159 0.688610 -0.398362 -0.879058 1.563692 0.403291 0.926490 2.824168 0.8137 0.6286 0.5058 2.256369 1.949037
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.452133 0.496581 -0.485446 -0.796660 0.051639 -0.002566 1.795527 1.040534 0.8033 0.6339 0.5037 2.150155 1.935886
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.125994 0.739928 0.138362 -0.623109 1.555374 -0.427726 0.090709 -0.716093 0.7844 0.6922 0.4107 2.158336 1.993639
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.647498 0.408661 -0.529239 -0.924016 0.269590 -0.497974 -0.575374 -0.698034 0.8075 0.6619 0.4948 2.167214 2.098913
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 6.98% -0.095414 -0.488099 -1.179799 -0.668229 0.560898 0.016882 2.907465 2.106232 0.8505 0.6139 0.5837 2.009145 1.722190
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.665125 0.335256 -0.997278 -0.748307 1.015074 0.045855 2.987881 1.517403 0.7997 0.6738 0.5071 2.103498 1.947709
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 162: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 3.289711 -0.088806 0.610542 -1.993415 -1.406079 1.539715 3.289711 1.063039 0.150354

Antenna 162: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 11.660749 0.680149 1.406246 11.660749 6.919344 5.741966 6.718941 6.142279 2.348102

Antenna 162: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 10.907789 1.162393 2.694112 10.907789 7.437335 3.689578 8.984932 4.344230 2.186428

Antenna 162: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 14.204837 0.442053 1.650084 14.204837 4.800046 1.663383 8.640807 3.482540 2.462242

Antenna 162: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 10.095632 0.736260 1.838177 10.095632 6.546745 4.079101 5.239274 4.846923 2.478847

Antenna 162: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 1.215541 0.333199 0.735684 -1.764427 -1.973054 1.215541 0.863873 0.010722 0.371976

Antenna 162: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 11.845538 1.279670 0.951038 9.739522 11.845538 8.034114 5.754673 4.907622 2.351296

Antenna 162: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 23.601598 0.949792 3.276449 10.100662 23.601598 1.147744 22.714448 0.765294 4.542367

Antenna 162: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 35.606622 2.953036 2.755222 13.593516 35.606622 3.457849 5.109621 0.734398 2.922628

Antenna 162: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 15.525614 5.271504 3.632368 5.115869 15.525614 0.976582 6.254011 0.794595 2.178074

Antenna 162: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 20.804459 3.083894 1.125592 9.746225 14.226157 7.246287 20.804459 0.008902 2.313265

Antenna 162: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 25.528566 -0.205160 2.096900 0.606075 14.131599 25.528566 4.246631 2.046209 0.842842

Antenna 162: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 7.656535 0.107131 2.258996 2.236958 7.585045 2.376267 7.656535 1.352423 0.744889

Antenna 162: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 20.725043 4.276775 1.168166 4.003801 2.814223 20.725043 2.642579 4.917216 4.203104

Antenna 162: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 35.048572 5.322720 2.456138 5.846182 18.356504 35.048572 19.443452 0.833921 1.406584

Antenna 162: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 70.408832 20.310736 0.532503 70.408832 16.041293 10.224511 37.465318 3.362857 3.403474

Antenna 162: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 55.310625 14.175932 0.521752 55.310625 4.409336 7.818123 16.659019 2.271600 1.585682

Antenna 162: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 52.488143 0.719522 16.818852 0.488876 52.488143 8.008219 6.558275 3.635721 2.380641

Antenna 162: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 63.346217 18.089032 1.152707 63.346217 5.609318 18.048312 1.856372 14.043230 1.484156

Antenna 162: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 25.466479 8.490988 22.338962 18.608449 25.466479 4.107780 8.239903 1.665068 2.051184

Antenna 162: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 13.152464 13.152464 3.574527 8.025175 5.791248 2.830860 4.923319 0.585459 0.608623

Antenna 162: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power inf 296.211061 296.461885 inf inf 8511.453815 8459.476529 7031.746809 7002.020998

Antenna 162: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 7.340160 0.388455 6.710177 4.368264 7.340160 5.203464 0.464088 0.628091 -0.023769

Antenna 162: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 19.658894 5.212219 0.472984 19.658894 9.441970 10.889287 2.451053 0.155414 -0.197630

Antenna 162: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 6.605780 2.910086 0.211761 6.605780 3.588115 1.812509 1.444552 -0.639937 -0.134055

Antenna 162: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Power 6.260268 0.035086 2.211198 3.316419 6.260268 4.546180 0.611216 0.592347 0.714775

Antenna 162: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 6.185375 1.229608 4.890128 0.963696 1.106938 6.185375 5.304693 2.045023 1.103106

Antenna 162: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 2.048935 2.048935 -0.157721 -0.927343 -0.863085 1.559319 0.643155 0.633231 -0.172667

Antenna 162: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 1.508547 1.030435 1.508547 -1.256378 -0.870264 1.025052 1.367087 -0.240438 0.151602

Antenna 162: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 1.918500 0.504157 1.918500 -0.035955 -0.733429 1.079149 1.439599 0.568895 0.881260

Antenna 162: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 1.373166 0.008149 1.373166 0.161772 -0.764397 0.536865 1.058167 -0.076700 0.425720

Antenna 162: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 2.066389 2.066389 0.451312 -0.746002 -0.453817 0.956576 0.155773 -0.355557 -0.476835

Antenna 162: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 2.033697 0.937441 0.412043 -0.690863 0.029992 2.033697 0.222797 0.820625 -0.087035

Antenna 162: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 1.043221 0.698622 0.386672 -0.694885 -0.017714 0.865597 0.250836 1.043221 0.372590

Antenna 162: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 2.430266 1.273516 -0.012815 0.806084 2.430266 0.849377 -0.290368 0.082850 -0.645145

Antenna 162: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.407299 0.537897 1.177739 1.197141 -0.334870 0.797449 1.407299 -0.514214 0.051973

Antenna 162: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 2.891908 0.343459 1.495224 0.849959 0.244641 0.391982 1.295328 2.891908 2.791191

Antenna 162: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 3.518342 0.927123 1.845491 3.518342 -0.232841 0.190132 2.079739 -0.326927 2.911626

Antenna 162: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Shape 3.776941 -0.604650 3.776941 -0.966663 -0.164267 1.109673 2.103996 -0.059204 0.301059

Antenna 162: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 2.987432 0.931465 1.955678 0.360889 -0.261083 -0.128965 -0.147765 0.732197 2.987432

Antenna 162: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 1.617761 0.640710 -0.134108 -0.423329 -0.290248 0.094481 0.133992 1.617761 0.482633

Antenna 162: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 6.636497 2.408462 4.717316 -0.513401 -0.364882 6.636497 4.527427 1.123084 1.350793

Antenna 162: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 0.982590 -0.402753 -0.677461 0.909911 -1.108498 0.203903 -0.227206 0.982590 -0.463923

Antenna 162: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 0.785199 0.681225 0.785199 -0.890667 -0.673898 -0.695924 -0.165629 0.524108 0.182574

Antenna 162: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Variability 0.551780 0.463498 0.116571 -0.328588 -0.645780 0.551780 0.286736 -0.339747 -0.610843

Antenna 162: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.028055 -0.278465 -0.397089 0.002638 -0.523746 -0.590874 1.028055 0.505526 -0.119752

Antenna 162: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.852178 0.311813 0.197591 -1.009184 -0.991860 1.852178 0.471339 0.068956 -0.523801

Antenna 162: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Power 0.916105 -0.629476 -0.342835 -1.206363 0.916105 0.239136 -0.461780 -0.092805 0.718407

Antenna 162: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 3.447405 0.579241 -0.199482 -0.900357 -1.156521 0.714797 0.326806 3.447405 0.911648

Antenna 162: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 4.577627 1.619915 4.577627 -0.820541 -0.440953 -0.121737 2.386211 0.842534 3.239134

Antenna 162: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.864751 0.478211 1.829113 -0.850969 -0.217435 0.745193 1.864751 -0.351968 0.113284

Antenna 162: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 1.961056 1.961056 0.706622 0.179675 -0.700673 1.083692 -0.362222 0.473461 1.476312

Antenna 162: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 2.696297 0.307854 0.349673 -0.580375 -0.311391 1.274075 2.696297 0.000447 1.703142

Antenna 162: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.338571 0.096300 0.679762 -0.724383 -0.950607 0.240417 1.338571 0.069699 -0.357816

Antenna 162: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 2.008702 1.419671 0.593834 -0.904872 -0.721116 0.689843 0.053450 1.618093 2.008702

Antenna 162: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 1.574622 1.053068 1.574622 -0.671978 -0.636383 -0.279457 0.803208 0.033739 0.508544

Antenna 162: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Temporal Discontinuties 2.824168 0.812159 0.688610 -0.398362 -0.879058 1.563692 0.403291 0.926490 2.824168

Antenna 162: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 1.795527 0.496581 0.452133 -0.796660 -0.485446 -0.002566 0.051639 1.040534 1.795527

Antenna 162: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.555374 1.125994 0.739928 0.138362 -0.623109 1.555374 -0.427726 0.090709 -0.716093

Antenna 162: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 1.647498 1.647498 0.408661 -0.529239 -0.924016 0.269590 -0.497974 -0.575374 -0.698034

Antenna 162: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 2.907465 -0.488099 -0.095414 -0.668229 -1.179799 0.016882 0.560898 2.106232 2.907465

Antenna 162: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Discontinuties 2.987881 0.335256 0.665125 -0.748307 -0.997278 0.045855 1.015074 1.517403 2.987881

Antenna 162: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 162: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: